Title :
An implementation of postal numerals segmentation and recognition system for Chinese business letters
Author :
Lu, Yue ; Shi, Pengfei ; Wu, Jianzhong ; Rui, Jianming
Author_Institution :
Inst. of Image Process. & Pattern Recognition, Shanghai Jiaotong Univ., China
Abstract :
A practical postal numeral segmentation and recognition system for Chinese business letters is presented. Line information for the address blocks is gained from the envelope image by projection, then the sub-image of the postal numerals is segmented. The numerals are recognized by three independent classifiers, and their results are combined to form final results. An improved voting principle based on a priori knowledge of each classifier is utilized to combine multiple classifiers in order to achieve perfect performance for high recognition rate and low error rate. The recognition ability of each classifier, acting with the voting principle, is obtained by statistics for a large set of samples. Different thresholds gained by training are employed for different classes, which can yield better results. A parallel structure hardware is designed to implement a real-time image processing system. The performance of the system is shown to be satisfactory, sufficient for the requirements of practical use
Keywords :
document image processing; image segmentation; mailing systems; optical character recognition; Chinese business letters; a priori knowledge; envelope image; image segmentation; independent classifiers; parallel structure hardware; postal numeral segmentation; projection; real-time image processing system; recognition ability; recognition system; training; voting principle; Character recognition; Electronic mail; Error analysis; Image processing; Image recognition; Image segmentation; Pattern recognition; Real time systems; Sorting; Voting;
Conference_Titel :
Document Analysis and Recognition, 1999. ICDAR '99. Proceedings of the Fifth International Conference on
Conference_Location :
Bangalore
Print_ISBN :
0-7695-0318-7
DOI :
10.1109/ICDAR.1999.791890